Automation index
How much of a SOC analyst’s job can AI already do?
An alert and a playbook come earlier. Calling it an incident and cutting it off in time do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
SOC analyst
28%
AI can already do 28% of this job.
#80 / 623
View rankingSOC analyst
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Triage, SIEM and the alert playbook.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
The false positive and the one that is ransomware.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
IOCs, correlation and the ticket.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
24x7 shift, handoff and the note to the CISO.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Contain, isolate and not killing the business.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Cut it off in time, and not ignoring the awkward alert.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- alert triage
- SIEM
- SOC playbooks
- IOCs
- contain incidents
- 24x7 shift
- ransomware
- event correlation
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529
IS WORK OVER?
Lab technician
37%
#14 / 623
View rankingLab technician
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 48% | +6.2 |
Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Analyze and record test data to issue reports that use charts, graphs, or narratives.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Supervise or instruct other technicians or laboratory assistants.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 22% | +2 |
Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
| Total | 100% | 37% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- techniques of blood-sampling
- microbiology-bacteriology
- laboratory techniques
- blood type classification
- perform laboratory tests
- transport blood samples
- archive healthcare users' records
- mix chemicals
- record test data
- maintain laboratory equipment
Sources for this job· O*NET 29-2012.00· ESCO/ISCO 3212